{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# K-means clustering for the Iris data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "path = 'iris.data'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = pd.read_csv(\n",
    "    path,\n",
    "    names=['Sepal length (cm)', 'Sepal width (cm)', 'Petal length (cm)', 'Petal width (cm)', 'Species']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length (cm)</th>\n",
       "      <th>Sepal width (cm)</th>\n",
       "      <th>Petal length (cm)</th>\n",
       "      <th>Petal width (cm)</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sepal length (cm)  Sepal width (cm)  Petal length (cm)  Petal width (cm)  \\\n",
       "0                5.1               3.5                1.4               0.2   \n",
       "1                4.9               3.0                1.4               0.2   \n",
       "2                4.7               3.2                1.3               0.2   \n",
       "3                4.6               3.1                1.5               0.2   \n",
       "4                5.0               3.6                1.4               0.2   \n",
       "\n",
       "       Species  \n",
       "0  Iris-setosa  \n",
       "1  Iris-setosa  \n",
       "2  Iris-setosa  \n",
       "3  Iris-setosa  \n",
       "4  Iris-setosa  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-setosa', 'Iris-versicolor', 'Iris-virginica'], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris['Species'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length (cm)</th>\n",
       "      <th>Sepal width (cm)</th>\n",
       "      <th>Petal length (cm)</th>\n",
       "      <th>Petal width (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.054000</td>\n",
       "      <td>3.758667</td>\n",
       "      <td>1.198667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.433594</td>\n",
       "      <td>1.764420</td>\n",
       "      <td>0.763161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Sepal length (cm)  Sepal width (cm)  Petal length (cm)  \\\n",
       "count         150.000000        150.000000         150.000000   \n",
       "mean            5.843333          3.054000           3.758667   \n",
       "std             0.828066          0.433594           1.764420   \n",
       "min             4.300000          2.000000           1.000000   \n",
       "25%             5.100000          2.800000           1.600000   \n",
       "50%             5.800000          3.000000           4.350000   \n",
       "75%             6.400000          3.300000           5.100000   \n",
       "max             7.900000          4.400000           6.900000   \n",
       "\n",
       "       Petal width (cm)  \n",
       "count        150.000000  \n",
       "mean           1.198667  \n",
       "std            0.763161  \n",
       "min            0.100000  \n",
       "25%            0.300000  \n",
       "50%            1.300000  \n",
       "75%            1.800000  \n",
       "max            2.500000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 823.5x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris, hue=\"Species\")\n",
    "g.map_diag(plt.hist, alpha=0.5)\n",
    "g.map_upper(plt.scatter, alpha=0.5, marker='x')\n",
    "g.map_lower(sns.kdeplot, shade=True, shade_lowest=False, alpha=0.3)\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Famously, while it's easy to see from theese plots that _Iris setosa_ is linearly separable from the other two species, the _versicolor_ and _virginica_ flowers are not linearly separable. We can see this another way by looking at box plots of the measured attributes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d050358>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(ncols=2, nrows=2, figsize=(12, 12))\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 0])\n",
    "sns.swarmplot(x=\"Species\", y=\"Sepal length (cm)\", data=iris, color=\".25\", ax=axs[0, 0])\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Sepal width (cm)\", data=iris, ax=axs[0, 1])\n",
    "sns.swarmplot(x=\"Species\", y=\"Sepal width (cm)\", data=iris, color=\".25\", ax=axs[0, 1])\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Petal length (cm)\", data=iris, ax=axs[1, 0])\n",
    "sns.swarmplot(x=\"Species\", y=\"Petal length (cm)\", data=iris, color=\".25\", ax=axs[1, 0])\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Petal width (cm)\", data=iris, ax=axs[1, 1])\n",
    "sns.swarmplot(x=\"Species\", y=\"Petal width (cm)\", data=iris, color=\".25\", ax=axs[1, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we try to cluster this data using a method such as _k_-means, we'll be unsuccessful. Consider:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
       "    n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n",
       "    random_state=None, tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sklearn.cluster\n",
    "estimator = sklearn.cluster.KMeans(n_clusters=3)\n",
    "estimator.fit(iris[['Sepal length (cm)', 'Sepal width (cm)', 'Petal length (cm)', 'Petal width (cm)']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris['K-means cluster assignment'] = estimator.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11e7bfa90>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(ncols=3, nrows=3, figsize=(12, 12))\n",
    "\n",
    "sns.scatterplot(x=\"Sepal width (cm)\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 0], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "sns.scatterplot(x=\"Petal length (cm)\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 1], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "sns.scatterplot(x=\"Petal width (cm)\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 2], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "\n",
    "sns.scatterplot(x=\"Petal length (cm)\", y=\"Sepal width (cm)\", data=iris, ax=axs[1, 1], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "sns.scatterplot(x=\"Petal width (cm)\", y=\"Sepal width (cm)\", data=iris, ax=axs[1, 2], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "\n",
    "p = sns.scatterplot(x=\"Petal width (cm)\", y=\"Petal length (cm)\", data=iris, ax=axs[2, 2], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "\n",
    "axs[1, 0].axis('off')\n",
    "axs[2, 0].axis('off')\n",
    "axs[2, 1].axis('off')\n",
    "\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.lines as mlines\n",
    "\n",
    "palette = sns.color_palette()\n",
    "setosa = mpatches.Patch(color=palette[0], label='Iris setosa', alpha=0.5)\n",
    "versicolor = mpatches.Patch(color=palette[1], label='Iris versicolor', alpha=0.5)\n",
    "virginica = mpatches.Patch(color=palette[2], label='Iris virginica', alpha=0.5)\n",
    "\n",
    "class_0 = mlines.Line2D([], [], marker='o', color='lightgrey', linestyle='None', markersize=10, label='Class 0')\n",
    "class_1 = mlines.Line2D([], [], marker='X', color='lightgrey', linestyle='None', markersize=10, label='Class 1')\n",
    "class_2 = mlines.Line2D([], [], marker='s', color='lightgrey', linestyle='None', markersize=10, label='Class 2')\n",
    "\n",
    "axs[2,0].legend(handles=[setosa, versicolor, virginica, class_0, class_1, class_2])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that _versicolor_ and _virginica_ individuals are incorrectly classified by the _k_-means estimator."
   ]
  }
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